The Wisdom of 1,170 Teams : Lessons and Experiences from a Large Indoor Localization Competition
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
Original language | English |
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Title of host publication | ACM MobiCom '23 |
Subtitle of host publication | Proceedings of the 2023 The 29th Annual International Conference on Mobile Computing and Networking |
Place of Publication | New York, NY |
Publisher | Association for Computing Machinery |
Pages | 566-580 |
ISBN (print) | 978-1-4503-9990-6 |
Publication status | Published - 2023 |
Conference
Title | 29th Annual International Conference on Mobile Computing and Networking, MobiCom 2023 |
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Location | Riu Plaza España Hotel |
Place | Spain |
City | Madrid |
Period | 2 - 6 October 2023 |
Link(s)
Abstract
We organized an online fingerprint-based indoor localization competition in 2021. It attracted 1,170 teams worldwide. The teams were provided with a 60 GB dataset including WiFi, BLE, IMU, and geomagnetic field strength data collected from 204 buildings to build their localization algorithms, which were then evaluated against a separate test dataset. The competition received 28,009 submissions. The top team achieved an average accuracy of 1.50m. This paper reports the lessons we learned from analyzing the submissions, as well as our experiences in organizing the competition, through both qualitatively studying the teams’ algorithms and quantitatively characterizing the competition results. © 2023 Copyright held by the owner/author(s). Publication rights licensed to ACM.
Research Area(s)
- Indoor Localization, Fingerprinting, Online Competition
Bibliographic Note
Research Unit(s) information for this publication is provided by the author(s) concerned.
Citation Format(s)
The Wisdom of 1,170 Teams: Lessons and Experiences from a Large Indoor Localization Competition. / Hu, Yuming; Fan, Xiubin; Yin, Zhimeng et al.
ACM MobiCom '23: Proceedings of the 2023 The 29th Annual International Conference on Mobile Computing and Networking. New York, NY: Association for Computing Machinery, 2023. p. 566-580.
ACM MobiCom '23: Proceedings of the 2023 The 29th Annual International Conference on Mobile Computing and Networking. New York, NY: Association for Computing Machinery, 2023. p. 566-580.
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review